南方科技大学知识苑(SUSTech KC): Inverse design of dispersion for photonic devices based on LSTM and gradient-free optimization algorithms hybridization

题名	Inverse design of dispersion for photonic devices based on LSTM and gradient-free optimization algorithms hybridization
作者	Yao, Tianhang 1; Huang, Tianye 1; Yan, Bin 1; Ge, Mingfeng 1; Yin, Jie 1; Peng, Chuyu 2; LI, Lu 3; Sun, Wufeng 3; Shum, Perry Ping4
通讯作者	Yan, Bin
发表日期	2023-06-01
DOI	10.1364/JOSAB.491490
发表期刊	JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS 影响因子和分区
ISSN	0740-3224
EISSN	1520-8540
卷号	40 期号:6页码:1525-1532
摘要	As an inherent property of optical devices, dispersion plays an important role in the areas of optical communication and nonlinear optics. Traditional dispersion optimization approaches are time-consuming and power-hungry. In this paper, to accelerate the design of dispersive optical devices, an indirect inverse design method based on the long short-term memory forward model combined with gradient-free optimization algorithms is proposed. In the case of photonic crystal fiber, the results show that the forward model can predict the group velocity dispersion (GVD) with an accuracy of up to 99.62%, and the calculation speed is more than one thousand times faster than the con-ventional numerical simulations. The prediction accuracy of the inverse model is higher than 93%, with a calcula-tion time of less than 20 s. In the case of slot waveguide, the results show that the forward model can predict the GVD with a prediction accuracy of 96.99% and the inverse design accuracy goes to 99%. The proposed machine learn-ing model offers an efficient tool for dispersion optimization in both fiber and waveguide platforms. & COPY; 2023 Optica Publishing Group
相关链接	[来源记录]
收录类别	SCI ; EI
语种	英语
学校署名	其他
资助项目	Natural Science Foundation of Guangdong Province[2023A1515010965] ; Technology Innovation Project of Hubei Province[2022BEC003] ; Innovative Research Project for University Teachers of Foshan[202165]
WOS研究方向	Optics
WOS类目	Optics
WOS记录号	WOS:001013420300001
出版者	Optica Publishing Group
EI入藏号	20232614328321
EI主题词	Design ; Forecasting ; Inverse problems ; Long short-term memory ; Nonlinear optics ; Optical communication ; Optical properties ; Optimization ; Polarization ; Waveguides
EI分类号	Waveguides:714.3 ; Optical Communication Systems:717.1 ; Light/Optics:741.1 ; Nonlinear Optics:741.1.1 ; Optimization Techniques:921.5
ESI学科分类	PHYSICS
来源库	Web of Science
引用统计	被引频次[WOS]：0
成果类型	期刊论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/549216
专题	工学院_电子与电气工程系
作者单位	1.China Univ Geosci Wuhan, Sch Mech Engn & Elect Informat, Wuhan, Peoples R China 2.Fiberhome Fujikura Opt Technol Co Ltd, Wuhan, Peoples R China 3.Opt Valley Technol Stock Co, Wuhan, Peoples R China 4.South Univ Sci & Technol, Dept Elect & Elect Engn, Shenzhen, Peoples R China
推荐引用方式 GB/T 7714	Yao, Tianhang,Huang, Tianye,Yan, Bin,et al. Inverse design of dispersion for photonic devices based on LSTM and gradient-free optimization algorithms hybridization[J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS,2023,40(6):1525-1532.
APA	Yao, Tianhang.,Huang, Tianye.,Yan, Bin.,Ge, Mingfeng.,Yin, Jie.,...&Shum, Perry Ping.(2023).Inverse design of dispersion for photonic devices based on LSTM and gradient-free optimization algorithms hybridization.JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS,40(6),1525-1532.
MLA	Yao, Tianhang,et al."Inverse design of dispersion for photonic devices based on LSTM and gradient-free optimization algorithms hybridization".JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS 40.6(2023):1525-1532.